Real wins, real numbers

Case studies.
Quiet wins from real SMEs.

Anonymised stories from teams who put AI to work in the boring, repetitive, hours-eating parts of their business. Same playbook, your industry.

01 · Accountancy
12-person firm, Manchester

9 hours a week of email triage, gone.

Challenge

Partners spending mornings sorting inbound client emails before getting to actual work.

What we built

A private GPT trained on the firm's tone and processes that drafts replies, routes urgent items, and flags compliance questions.

"Quietly transformative. We got our mornings back."
- Managing Partner
9 hrs/wk
saved per partner
2 days
faster client response
0
data leaves the firm
02 · Real estate
Property agency, 6 branches

Listings in 90 seconds, not 45 minutes.

Challenge

Each new listing needed a unique write-up. Agents copy-pasted, brand tone was inconsistent, and it took ~45 minutes per property.

What we built

An internal copilot that pulls property data, generates listing copy in the agency's tone, and produces social posts in one click.

"Listings that took 45 minutes now take 90 seconds."
- Head of Marketing
30×
faster listings
100%
on-brand voice
6/6
branches adopted
03 · Legal
Independent law firm

A private legal copilot the firm actually trusts.

Challenge

Partners wanted AI productivity gains without sending client data to public LLMs.

What we built

A locally-hosted assistant trained on internal precedents and templates, with full audit logs and no data leaving the firm.

"No data leaves the firm and the team uses it every single day."
- Senior Partner
100%
on-prem
Daily
team usage
4 hrs/wk
saved per lawyer
04 · Logistics
Regional freight broker

Quotes out the door 5× faster.

Challenge

Manual quoting from PDF rate sheets and email threads was slow and error-prone, costing the team deals.

What we built

An automated pipeline that reads incoming quote requests, pulls rates, drafts a branded quote, and queues it for one-click sending.

"We're closing deals we used to lose to slow response times."
- Operations Director
faster quotes
+18%
win rate uplift
~12 hrs/wk
reclaimed

The pattern is always the same.

Find the time sink

We audit the workflows quietly eating hours every week.

Ship the win

We build, integrate, and measure - usually live in 4-6 weeks.

Hand it over

Your team owns it. We document, train, and stay on call.

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